{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Detect chessboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import multicam_calibration as mcc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "board_shape = (5,7)\n",
    "square_size = 12.5\n",
    "\n",
    "camera_names = ['top', 'side1', 'side2', 'side3', 'side4', 'bottom']\n",
    "prefix = '../../tests/example_data/example_calibration'\n",
    "video_paths = [f'{prefix}.{camera}.mp4' for camera in camera_names]\n",
    "\n",
    "# detect calibration object in each video\n",
    "all_calib_uvs, all_img_sizes = mcc.run_calibration_detection(\n",
    "    video_paths, mcc.detect_chessboard, n_workers=6,\n",
    "    detection_options=dict(board_shape=board_shape, scale_factor=0.5))\n",
    "\n",
    "# display a table with the detections shared between camera pairs\n",
    "mcc.summarize_detections(all_calib_uvs)\n",
    "\n",
    "# plot corner-match scores for each frame\n",
    "fig = mcc.plot_chessboard_qc_data(video_paths)\n",
    "\n",
    "# optionally generate overlay videos\n",
    "# for p in video_paths:\n",
    "#     mcc.overlay_detections(p)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calibrate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimating camera intrinsics\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████| 6/6 [01:00<00:00, 10.12s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing calibration object poses\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████| 6/6 [00:02<00:00,  2.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimating camera extrinsics\n",
      "Merging calibration object poses\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "calib_objpoints = mcc.generate_chessboard_objpoints(board_shape, square_size)\n",
    "\n",
    "all_extrinsics, all_intrinsics, calib_poses, spanning_tree = mcc.calibrate(\n",
    "    all_calib_uvs, all_img_sizes, calib_objpoints, root=0, n_samples_for_intrinsics=100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, shared_detections = plot_shared_detections(all_calib_uvs, spanning_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:01<00:00,  4.58it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, median_error, reprojections, transformed_reprojections = mcc.plot_residuals(\n",
    "    all_calib_uvs, all_extrinsics, all_intrinsics, calib_objpoints, calib_poses, inches_per_axis=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bundle adjustment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Excluding 199 out of 2130 frames based on an outlier threshold of 3.428785613103967\n",
      "   Iteration     Total nfev        Cost      Cost reduction    Step norm     Optimality   \n",
      "       0              1         9.7568e+04                                    7.50e+06    \n",
      "       1              3         7.8176e+04      1.94e+04       1.02e+02       1.01e+07    \n",
      "       2              6         4.3648e+04      3.45e+04       1.62e+01       3.31e+06    \n",
      "       3              7         4.1601e+04      2.05e+03       3.18e+01       4.44e+05    \n",
      "       4              8         3.7025e+04      4.58e+03       9.18e+00       2.13e+05    \n",
      "       5              9         3.6771e+04      2.54e+02       1.93e+01       2.27e+05    \n",
      "       6             10         3.5528e+04      1.24e+03       5.45e+00       1.82e+05    \n",
      "       7             12         3.5078e+04      4.50e+02       2.40e+00       1.75e+05    \n",
      "       8             14         3.4917e+04      1.61e+02       8.61e-01       1.77e+05    \n",
      "       9             15         3.4797e+04      1.19e+02       7.64e-01       1.74e+05    \n",
      "      10             16         3.4665e+04      1.32e+02       9.95e-01       1.48e+05    \n",
      "      11             17         3.4490e+04      1.75e+02       1.01e+00       1.29e+05    \n",
      "      12             18         3.4263e+04      2.26e+02       1.66e+00       1.20e+05    \n",
      "      13             19         3.4076e+04      1.88e+02       2.17e+00       1.15e+05    \n",
      "      14             20         3.3939e+04      1.37e+02       3.31e+00       9.48e+04    \n",
      "      15             21         3.3794e+04      1.44e+02       8.53e+00       8.92e+04    \n",
      "      16             22         3.3596e+04      1.98e+02       1.86e+01       7.80e+04    \n",
      "      17             23         3.3379e+04      2.16e+02       3.89e+01       2.42e+05    \n",
      "      18             24         3.3304e+04      7.53e+01       2.63e+01       1.03e+05    \n",
      "      19             25         3.3287e+04      1.73e+01       1.82e+01       2.67e+04    \n",
      "      20             26         3.3282e+04      4.65e+00       4.63e+00       4.55e+03    \n",
      "      21             27         3.3280e+04      2.30e+00       4.29e+00       4.04e+03    \n",
      "`ftol` termination condition is satisfied.\n",
      "Function evaluations 27, initial cost 9.7568e+04, final cost 3.3280e+04, first-order optimality 4.04e+03.\n"
     ]
    }
   ],
   "source": [
    "adj_extrinsics, adj_intrinsics, adj_calib_poses, use_frames, result = \\\n",
    "    mcc.bundle_adjust(all_calib_uvs, all_extrinsics, all_intrinsics, calib_objpoints, calib_poses, n_frames=5000, ftol=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:01<00:00,  5.19it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, median_error, reprojections, transformed_reprojections = mcc.plot_residuals(\n",
    "    all_calib_uvs[:,use_frames], adj_extrinsics, adj_intrinsics, calib_objpoints, adj_calib_poses, inches_per_axis=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save for JARVIS\n",
    "save_path = f'{video_dir}/CalibrationParameters/'\n",
    "mcc.save_calibration(all_extrinsics, all_intrinsics, camera_names, save_path, save_format='jarvis')\n",
    "\n",
    "# save for GIMBAL\n",
    "save_path = f'{video_dir}/camera_params.h5'\n",
    "mcc.save_calibration(all_extrinsics, all_intrinsics, camera_names, save_path, save_format='gimbal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "keypoint_moseq",
   "language": "python",
   "name": "keypoint_moseq"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
